Poster De Conférence Année : 2025

MLOps best practices for bioinformatics

Résumé

Machine learning is increasingly used in bioinformatics for various applications. Developing and maintaining machine learning models requires methods to ensure reproducibility and facilitate the deployment. Unfortunately, these methods are until now rarely used in bioinformatics, and there is a critical need for the adoption of good practices in this field, just as was done in the last years for FAIR management of data, tools or workflows. Machine Learning Operations (MLOps) is a set of practices and tools that offer a very good framework for optimizing machine learning lifecycle management.

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hal-05168225 , version 1 (17-07-2025)

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Pauline Le Corre, Anthony Bretaudeau, Yann Le Cunff. MLOps best practices for bioinformatics. JOBIM - Journées Ouvertes en Biologie, Informatique et Mathématiques, Jul 2025, Bordeaux (France), France. pp.1-1, 2025, ⟨10.1093/bioinformatics/btad6[2]⟩. ⟨hal-05168225⟩
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